Pandas Profiling Report

Dataset statistics

Number of variables	90
Number of observations	59381
Missing cells	226163
Missing cells (%)	4.2%
Duplicate rows	9769
Duplicate rows (%)	16.5%
Total size in memory	40.8 MiB
Average record size in memory	720.0 B

Variable types

BOOL	48
CAT	35
NUM	7

Reproduction

Analysis started	2020-06-11 14:07:38.921731
Analysis finished	2020-06-11 14:09:25.824722
Duration	1 minute and 46.9 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 9769 (16.5%) duplicate rows	Duplicates
`Medical_History_26` is highly correlated with `Medical_History_25` and 1 other fields	High correlation
`Medical_History_25` is highly correlated with `Medical_History_26` and 1 other fields	High correlation
`Medical_History_36` is highly correlated with `Medical_History_25` and 1 other fields	High correlation
`Medical_Keyword_11` is highly correlated with `Medical_History_37`	High correlation
`Medical_History_37` is highly correlated with `Medical_Keyword_11`	High correlation
`Medical_Keyword_23` is highly correlated with `Medical_History_33`	High correlation
`Medical_History_33` is highly correlated with `Medical_Keyword_23`	High correlation
`Medical_Keyword_48` is highly correlated with `Medical_History_6`	High correlation
`Medical_History_6` is highly correlated with `Medical_Keyword_48`	High correlation
`Medical_History_1` has 8889 (15.0%) missing values	Missing
`Medical_History_10` has 58824 (99.1%) missing values	Missing
`Medical_History_15` has 44596 (75.1%) missing values	Missing
`Medical_History_24` has 55580 (93.6%) missing values	Missing
`Medical_History_32` has 58274 (98.1%) missing values	Missing
`Medical_History_1` has 4789 (8.1%) zeros	Zeros
`Medical_History_15` has 2135 (3.6%) zeros	Zeros
`Medical_History_24` has 769 (1.3%) zeros	Zeros
`Medical_History_32` has 744 (1.3%) zeros	Zeros

Medical_History_1
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	171
Unique (%)	0.3%
Missing	8889
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.962172225303019
Minimum	0.0
Maximum	240.0
Zeros	4789
Zeros (%)	8.1%
Memory size	463.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	9
95-th percentile	27
Maximum	240
Range	240
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	13.02769726
Coefficient of variation (CV)	1.636198877
Kurtosis	51.13486082
Mean	7.962172225
Median Absolute Deviation (MAD)	3
Skewness	5.63523878
Sum	402026
Variance	169.7208958

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	7657	12.9%
2	5727	9.6%
0	4789	8.1%
3	4722	8.0%
4	3668	6.2%
5	3149	5.3%
6	3017	5.1%
7	2082	3.5%
12	1738	2.9%
8	1618	2.7%
Other values (161)	12325	20.8%
(Missing)	8889	15.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4789	8.1%
1	7657	12.9%
2	5727	9.6%
3	4722	8.0%
4	3668	6.2%

Value	Count	Frequency (%)
240	3	< 0.1%
239	1	< 0.1%
229	1	< 0.1%
228	1	< 0.1%
223	1	< 0.1%

Medical_History_2
Real number (ℝ_≥0)

Distinct count	579
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	253.98710025092203
Minimum	1
Maximum	648
Zeros	0
Zeros (%)	0.0%
Memory size	463.9 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	112
median	162
Q3	418
95-th percentile	579
Maximum	648
Range	647
Interquartile range (IQR)	306

Descriptive statistics

Standard deviation	178.6211541
Coefficient of variation (CV)	0.7032686065
Kurtosis	-0.931750075
Mean	253.9871003
Median Absolute Deviation (MAD)	99
Skewness	0.5939859107
Sum	15082008
Variance	31905.51667

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
112	11027	18.6%
162	8343	14.0%
491	5797	9.8%
335	3032	5.1%
161	2942	5.0%
16	2920	4.9%
261	2303	3.9%
478	1957	3.3%
3	1442	2.4%
628	1186	2.0%
Other values (569)	18432	31.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	24	< 0.1%
2	9	< 0.1%
3	1442	2.4%
5	5	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
648	1	< 0.1%
647	1	< 0.1%
646	1	< 0.1%
645	1	< 0.1%
644	1	< 0.1%

Medical_History_3
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	53306
3	6071
1	4

Common Values
Length

Value	Count	Frequency (%)
2	53306	89.8%
3	6071	10.2%
1	4	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_4
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	38887
1	20494

Common Values
Length

Value	Count	Frequency (%)
2	38887	65.5%
1	20494	34.5%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_5
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	58946
2	433
3	2

Common Values
Length

Value	Count	Frequency (%)
1	58946	99.3%
2	433	0.7%
3	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_6
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	56111
1	3268
2	2

Common Values
Length

Value	Count	Frequency (%)
3	56111	94.5%
1	3268	5.5%
2	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_7
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	57608
3	1251
1	522

Common Values
Length

Value	Count	Frequency (%)
2	57608	97.0%
3	1251	2.1%
1	522	0.9%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_8
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	54225
3	3887
1	1269

Common Values
Length

Value	Count	Frequency (%)
2	54225	91.3%
3	3887	6.5%
1	1269	2.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_9
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	45712
1	13665
3	4

Common Values
Length

Value	Count	Frequency (%)
2	45712	77.0%
1	13665	23.0%
3	4	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_10
Real number (ℝ_≥0)

MISSING

Distinct count	103
Unique (%)	18.5%
Missing	58824
Missing (%)	99.1%
Infinite	0
Infinite (%)	0.0%

Mean	141.1184919210054
Minimum	0.0
Maximum	240.0
Zeros	75
Zeros (%)	0.1%
Memory size	463.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	229
Q3	240
95-th percentile	240
Maximum	240
Range	240
Interquartile range (IQR)	232

Descriptive statistics

Standard deviation	107.7595593
Coefficient of variation (CV)	0.7636104798
Kurtosis	-1.771628535
Mean	141.1184919
Median Absolute Deviation (MAD)	11
Skewness	-0.3099682123
Sum	78603
Variance	11612.12263

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
240	270	0.5%
0	75	0.1%
1	22	< 0.1%
2	13	< 0.1%
5	10	< 0.1%
8	6	< 0.1%
4	5	< 0.1%
3	5	< 0.1%
120	4	< 0.1%
111	4	< 0.1%
Other values (93)	143	0.2%
(Missing)	58824	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	75	0.1%
1	22	< 0.1%
2	13	< 0.1%
3	5	< 0.1%
4	5	< 0.1%

Value	Count	Frequency (%)
240	270	0.5%
238	1	< 0.1%
237	1	< 0.1%
236	2	< 0.1%
235	1	< 0.1%

Medical_History_11
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	59103
2	190
1	88

Common Values
Length

Value	Count	Frequency (%)
3	59103	99.5%
2	190	0.3%
1	88	0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_12
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	56018
3	3362
1	1

Common Values
Length

Value	Count	Frequency (%)
2	56018	94.3%
3	3362	5.7%
1	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_13
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	52496
1	6883
2	2

Common Values
Length

Value	Count	Frequency (%)
3	52496	88.4%
1	6883	11.6%
2	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_14
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	57769
2	1356
1	256

Common Values
Length

Value	Count	Frequency (%)
3	57769	97.3%
2	1356	2.3%
1	256	0.4%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_15
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	241
Unique (%)	1.6%
Missing	44596
Missing (%)	75.1%
Infinite	0
Infinite (%)	0.0%

Mean	123.76097396009469
Minimum	0.0
Maximum	240.0
Zeros	2135
Zeros (%)	3.6%
Memory size	463.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17
median	117
Q3	240
95-th percentile	240
Maximum	240
Range	240
Interquartile range (IQR)	223

Descriptive statistics

Standard deviation	98.51620609
Coefficient of variation (CV)	0.7960199644
Kurtosis	-1.685713871
Mean	123.760974
Median Absolute Deviation (MAD)	114
Skewness	0.01707845706
Sum	1829806
Variance	9705.442863

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
240	4566	7.7%
0	2135	3.6%
1	237	0.4%
2	132	0.2%
12	132	0.2%
14	122	0.2%
13	110	0.2%
15	110	0.2%
3	109	0.2%
16	87	0.1%
Other values (231)	7045	11.9%
(Missing)	44596	75.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2135	3.6%
1	237	0.4%
2	132	0.2%
3	109	0.2%
4	74	0.1%

Value	Count	Frequency (%)
240	4566	7.7%
239	25	< 0.1%
238	40	0.1%
237	34	0.1%
236	32	0.1%

Medical_History_16
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	49656
3	9724
2	1

Common Values
Length

Value	Count	Frequency (%)
1	49656	83.6%
3	9724	16.4%
2	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_17
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	58076
2	1304
1	1

Common Values
Length

Value	Count	Frequency (%)
3	58076	97.8%
2	1304	2.2%
1	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_18
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	56212
2	3159
3	10

Common Values
Length

Value	Count	Frequency (%)
1	56212	94.7%
2	3159	5.3%
3	10	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_19
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	57340
2	2036
3	5

Common Values
Length

Value	Count	Frequency (%)
1	57340	96.6%
2	2036	3.4%
3	5	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_20
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	58493
1	887
3	1

Common Values
Length

Value	Count	Frequency (%)
2	58493	98.5%
1	887	1.5%
3	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_21
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	52913
2	6464
3	4

Common Values
Length

Value	Count	Frequency (%)
1	52913	89.1%
2	6464	10.9%
3	4	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_22
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	58291
1	1090

Common Values
Length

Value	Count	Frequency (%)
2	58291	98.2%
1	1090	1.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_23
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	45370
1	14010
2	1

Common Values
Length

Value	Count	Frequency (%)
3	45370	76.4%
1	14010	23.6%
2	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_24
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	227
Unique (%)	6.0%
Missing	55580
Missing (%)	93.6%
Infinite	0
Infinite (%)	0.0%

Mean	50.63562220468298
Minimum	0.0
Maximum	240.0
Zeros	769
Zeros (%)	1.3%
Memory size	463.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	64
95-th percentile	240
Maximum	240
Range	240
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	78.14906865
Coefficient of variation (CV)	1.543361476
Kurtosis	0.9684008811
Mean	50.6356222
Median Absolute Deviation (MAD)	8
Skewness	1.557421322
Sum	192466
Variance	6107.276931

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	769	1.3%
1	408	0.7%
240	338	0.6%
2	193	0.3%
3	163	0.3%
4	94	0.2%
6	93	0.2%
5	88	0.1%
12	85	0.1%
8	68	0.1%
Other values (217)	1502	2.5%
(Missing)	55580	93.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	769	1.3%
1	408	0.7%
2	193	0.3%
3	163	0.3%
4	94	0.2%

Value	Count	Frequency (%)
240	338	0.6%
239	3	< 0.1%
238	4	< 0.1%
237	2	< 0.1%
236	4	< 0.1%

Medical_History_25
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	48040
2	11105
3	236

Common Values
Length

Value	Count	Frequency (%)
1	48040	80.9%
2	11105	18.7%
3	236	0.4%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_26
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	48041
2	11337
1	3

Common Values
Length

Value	Count	Frequency (%)
3	48041	80.9%
2	11337	19.1%
1	3	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_27
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	58790
1	584
2	7

Common Values
Length

Value	Count	Frequency (%)
3	58790	99.0%
1	584	1.0%
2	7	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_28
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	55393
2	3985
3	3

Common Values
Length

Value	Count	Frequency (%)
1	55393	93.3%
2	3985	6.7%
3	3	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_29
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	45802
1	13576
2	3

Common Values
Length

Value	Count	Frequency (%)
3	45802	77.1%
1	13576	22.9%
2	3	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_30
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	56952
3	2425
1	4

Common Values
Length

Value	Count	Frequency (%)
2	56952	95.9%
3	2425	4.1%
1	4	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_31
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	58943
1	437
2	1

Common Values
Length

Value	Count	Frequency (%)
3	58943	99.3%
1	437	0.7%
2	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_32
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	95
Unique (%)	8.6%
Missing	58274
Missing (%)	98.1%
Infinite	0
Infinite (%)	0.0%

Mean	11.965672990063235
Minimum	0.0
Maximum	240.0
Zeros	744
Zeros (%)	1.3%
Memory size	463.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	85.8
Maximum	240
Range	240
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	38.71877434
Coefficient of variation (CV)	3.235820866
Kurtosis	19.74060953
Mean	11.96567299
Median Absolute Deviation (MAD)	0
Skewness	4.342796359
Sum	13246
Variance	1499.143486

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	744	1.3%
1	73	0.1%
2	35	0.1%
3	23	< 0.1%
240	15	< 0.1%
5	15	< 0.1%
6	11	< 0.1%
13	11	< 0.1%
4	11	< 0.1%
10	9	< 0.1%
Other values (85)	160	0.3%
(Missing)	58274	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	744	1.3%
1	73	0.1%
2	35	0.1%
3	23	< 0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
240	15	< 0.1%
227	1	< 0.1%
219	1	< 0.1%
218	1	< 0.1%
184	1	< 0.1%

Medical_History_33
Categorical

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	53580
1	5801

Common Values
Length

Value	Count	Frequency (%)
3	53580	90.2%
1	5801	9.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_34
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	50148
1	9230
2	3

Common Values
Length

Value	Count	Frequency (%)
3	50148	84.5%
1	9230	15.5%
2	3	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_35
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	59319
3	60
2	2

Common Values
Length

Value	Count	Frequency (%)
1	59319	99.9%
3	60	0.1%
2	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_36
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	47358
3	11340
1	683

Common Values
Length

Value	Count	Frequency (%)
2	47358	79.8%
3	11340	19.1%
1	683	1.2%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_37
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

2	55719
1	3660
3	2

Common Values
Length

Value	Count	Frequency (%)
2	55719	93.8%
1	3660	6.2%
3	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_38
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	59093
2	288

Common Values
Length

Value	Count	Frequency (%)
1	59093	99.5%
2	288	0.5%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_39
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	54354
1	5025
2	2

Common Values
Length

Value	Count	Frequency (%)
3	54354	91.5%
1	5025	8.5%
2	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_40
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

3	58418
1	961
2	2

Common Values
Length

Value	Count	Frequency (%)
3	58418	98.4%
1	961	1.6%
2	2	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_History_41
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

1	40347
3	19033
2	1

Common Values
Length

Value	Count	Frequency (%)
1	40347	67.9%
3	19033	32.1%
2	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Medical_Keyword_1
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	56887
1	2494

Frequency Table

Value	Count	Frequency (%)
0	56887	95.8%
1	2494	4.2%

Medical_Keyword_2
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58850
1	531

Frequency Table

Value	Count	Frequency (%)
0	58850	99.1%
1	531	0.9%

Medical_Keyword_3
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	56455
1	2926

Frequency Table

Value	Count	Frequency (%)
0	56455	95.1%
1	2926	4.9%

Medical_Keyword_4
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58517
1	864

Frequency Table

Value	Count	Frequency (%)
0	58517	98.5%
1	864	1.5%

Medical_Keyword_5
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58869
1	512

Frequency Table

Value	Count	Frequency (%)
0	58869	99.1%
1	512	0.9%

Medical_Keyword_6
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58633
1	748

Frequency Table

Value	Count	Frequency (%)
0	58633	98.7%
1	748	1.3%

Medical_Keyword_7
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58555
1	826

Frequency Table

Value	Count	Frequency (%)
0	58555	98.6%
1	826	1.4%

Medical_Keyword_8
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58763
1	618

Frequency Table

Value	Count	Frequency (%)
0	58763	99.0%
1	618	1.0%

Medical_Keyword_9
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58986
1	395

Frequency Table

Value	Count	Frequency (%)
0	58986	99.3%
1	395	0.7%

Medical_Keyword_10
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	57216
1	2165

Frequency Table

Value	Count	Frequency (%)
0	57216	96.4%
1	2165	3.6%

Medical_Keyword_11
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	55936
1	3445

Frequency Table

Value	Count	Frequency (%)
0	55936	94.2%
1	3445	5.8%

Medical_Keyword_12
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58787
1	594

Frequency Table

Value	Count	Frequency (%)
0	58787	99.0%
1	594	1.0%

Medical_Keyword_13
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	59027
1	354

Frequency Table

Value	Count	Frequency (%)
0	59027	99.4%
1	354	0.6%

Medical_Keyword_14
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58915
1	466

Frequency Table

Value	Count	Frequency (%)
0	58915	99.2%
1	466	0.8%

Medical_Keyword_15
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	48071
1	11310

Frequency Table

Value	Count	Frequency (%)
0	48071	81.0%
1	11310	19.0%

Medical_Keyword_16
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58626
1	755

Frequency Table

Value	Count	Frequency (%)
0	58626	98.7%
1	755	1.3%

Medical_Keyword_17
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58837
1	544

Frequency Table

Value	Count	Frequency (%)
0	58837	99.1%
1	544	0.9%

Medical_Keyword_18
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58936
1	445

Frequency Table

Value	Count	Frequency (%)
0	58936	99.3%
1	445	0.7%

Medical_Keyword_19
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58829
1	552

Frequency Table

Value	Count	Frequency (%)
0	58829	99.1%
1	552	0.9%

Medical_Keyword_20
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58898
1	483

Frequency Table

Value	Count	Frequency (%)
0	58898	99.2%
1	483	0.8%

Medical_Keyword_21
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58514
1	867

Frequency Table

Value	Count	Frequency (%)
0	58514	98.5%
1	867	1.5%

Medical_Keyword_22
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	57174
1	2207

Frequency Table

Value	Count	Frequency (%)
0	57174	96.3%
1	2207	3.7%

Medical_Keyword_23
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	53575
1	5806

Frequency Table

Value	Count	Frequency (%)
0	53575	90.2%
1	5806	9.8%

Medical_Keyword_24
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58259
1	1122

Frequency Table

Value	Count	Frequency (%)
0	58259	98.1%
1	1122	1.9%

Medical_Keyword_25
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	54069
1	5312

Frequency Table

Value	Count	Frequency (%)
0	54069	91.1%
1	5312	8.9%

Medical_Keyword_26
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58583
1	798

Frequency Table

Value	Count	Frequency (%)
0	58583	98.7%
1	798	1.3%

Medical_Keyword_27
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58677
1	704

Frequency Table

Value	Count	Frequency (%)
0	58677	98.8%
1	704	1.2%

Medical_Keyword_28
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58494
1	887

Frequency Table

Value	Count	Frequency (%)
0	58494	98.5%
1	887	1.5%

Medical_Keyword_29
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58683
1	698

Frequency Table

Value	Count	Frequency (%)
0	58683	98.8%
1	698	1.2%

Medical_Keyword_30
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	57894
1	1487

Frequency Table

Value	Count	Frequency (%)
0	57894	97.5%
1	1487	2.5%

Medical_Keyword_31
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58734
1	647

Frequency Table

Value	Count	Frequency (%)
0	58734	98.9%
1	647	1.1%

Medical_Keyword_32
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58124
1	1257

Frequency Table

Value	Count	Frequency (%)
0	58124	97.9%
1	1257	2.1%

Medical_Keyword_33
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58025
1	1356

Frequency Table

Value	Count	Frequency (%)
0	58025	97.7%
1	1356	2.3%

Medical_Keyword_34
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58155
1	1226

Frequency Table

Value	Count	Frequency (%)
0	58155	97.9%
1	1226	2.1%

Medical_Keyword_35
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58969
1	412

Frequency Table

Value	Count	Frequency (%)
0	58969	99.3%
1	412	0.7%

Medical_Keyword_36
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58763
1	618

Frequency Table

Value	Count	Frequency (%)
0	58763	99.0%
1	618	1.0%

Medical_Keyword_37
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	55427
1	3954

Frequency Table

Value	Count	Frequency (%)
0	55427	93.3%
1	3954	6.7%

Medical_Keyword_38
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58975
1	406

Frequency Table

Value	Count	Frequency (%)
0	58975	99.3%
1	406	0.7%

Medical_Keyword_39
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58570
1	811

Frequency Table

Value	Count	Frequency (%)
0	58570	98.6%
1	811	1.4%

Medical_Keyword_40
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	55999
1	3382

Frequency Table

Value	Count	Frequency (%)
0	55999	94.3%
1	3382	5.7%

Medical_Keyword_41
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58784
1	597

Frequency Table

Value	Count	Frequency (%)
0	58784	99.0%
1	597	1.0%

Medical_Keyword_42
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	56677
1	2704

Frequency Table

Value	Count	Frequency (%)
0	56677	95.4%
1	2704	4.6%

Medical_Keyword_43
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58745
1	636

Frequency Table

Value	Count	Frequency (%)
0	58745	98.9%
1	636	1.1%

Medical_Keyword_44
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58934
1	447

Frequency Table

Value	Count	Frequency (%)
0	58934	99.2%
1	447	0.8%

Medical_Keyword_45
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58568
1	813

Frequency Table

Value	Count	Frequency (%)
0	58568	98.6%
1	813	1.4%

Medical_Keyword_46
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58877
1	504

Frequency Table

Value	Count	Frequency (%)
0	58877	99.2%
1	504	0.8%

Medical_Keyword_47
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	58199
1	1182

Frequency Table

Value	Count	Frequency (%)
0	58199	98.0%
1	1182	2.0%

Medical_Keyword_48
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.9 KiB

0	56145
1	3236

Frequency Table

Value	Count	Frequency (%)
0	56145	94.6%
1	3236	5.4%

Response
Real number (ℝ_≥0)

Distinct count	8
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.636836698607299
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	463.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	6
Q3	8
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.45683306
Coefficient of variation (CV)	0.4358531552
Kurtosis	-0.8222274182
Mean	5.636836699
Median Absolute Deviation (MAD)	2
Skewness	-0.7746691513
Sum	334721
Variance	6.036028687

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	19489	32.8%
6	11233	18.9%
7	8027	13.5%
2	6552	11.0%
1	6207	10.5%
5	5432	9.1%
4	1428	2.4%
3	1013	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	6207	10.5%
2	6552	11.0%
3	1013	1.7%
4	1428	2.4%
5	5432	9.1%

Value	Count	Frequency (%)
8	19489	32.8%
7	8027	13.5%
6	11233	18.9%
5	5432	9.1%
4	1428	2.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Medical_History_1	Medical_History_2	Medical_History_3	Medical_History_4	Medical_History_5	Medical_History_6	Medical_History_7	Medical_History_8	Medical_History_9	Medical_History_10	Medical_History_11	Medical_History_12	Medical_History_13	Medical_History_14	Medical_History_15	Medical_History_16	Medical_History_17	Medical_History_18	Medical_History_19	Medical_History_20	Medical_History_21	Medical_History_22	Medical_History_23	Medical_History_24	Medical_History_25	Medical_History_26	Medical_History_27	Medical_History_28	Medical_History_29	Medical_History_30	Medical_History_31	Medical_History_32	Medical_History_33	Medical_History_34	Medical_History_35	Medical_History_36	Medical_History_37	Medical_History_38	Medical_History_39	Medical_History_40	Medical_History_41	Medical_Keyword_15	Medical_Keyword_20	Medical_Keyword_22	Medical_Keyword_25	Medical_Keyword_32	Medical_Keyword_34	Response
0	4.0	112	2	1	1	3	2	2	1	NaN	3	2	3	3	240.0	3	3	1	1	2	1	2	3	NaN	1	3	3	1	3	2	3	NaN	1	3	1	2	2	1	3	3	3	0	0	0	0	0	0	8
1	5.0	412	2	1	1	3	2	2	1	NaN	3	2	3	3	0.0	1	3	1	1	2	1	2	3	NaN	1	3	3	1	3	2	3	NaN	3	1	1	2	2	1	3	3	1	0	0	0	0	0	0	4
2	10.0	3	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	2	2	3	1	3	2	3	NaN	3	3	1	3	2	1	3	3	1	0	0	0	0	0	0	8
3	0.0	350	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	2	2	3	NaN	1	3	3	1	3	2	3	NaN	3	3	1	2	2	1	3	3	1	0	0	0	0	1	0	8
4	NaN	162	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	2	2	3	1	3	2	3	NaN	3	3	1	3	2	1	3	3	1	0	0	0	0	0	0	8
5	6.0	491	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	2	1	2	2	2	3	NaN	1	3	3	1	3	2	3	NaN	3	1	1	2	2	1	3	3	3	0	0	1	0	0	1	8
6	5.0	600	3	2	1	3	2	2	1	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	1	3	3	1	1	2	3	NaN	3	3	1	2	2	1	3	3	3	0	0	0	0	0	0	8
7	6.0	145	2	2	1	3	2	2	1	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	1	3	3	1	3	2	3	NaN	3	3	1	2	2	1	3	3	1	0	0	0	0	0	0	1
8	4.0	16	2	2	1	3	2	2	1	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	1	3	3	1	1	2	3	NaN	3	3	1	2	2	1	3	3	3	0	1	0	0	0	0	8
9	NaN	162	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	3	3	1	1	2	1	2	1	NaN	1	3	3	1	3	2	3	NaN	3	3	1	2	2	1	3	3	1	1	0	0	1	0	0	1

Last rows

	Medical_History_1	Medical_History_2	Medical_History_3	Medical_History_4	Medical_History_5	Medical_History_6	Medical_History_7	Medical_History_8	Medical_History_9	Medical_History_10	Medical_History_11	Medical_History_12	Medical_History_13	Medical_History_14	Medical_History_15	Medical_History_16	Medical_History_17	Medical_History_18	Medical_History_19	Medical_History_20	Medical_History_21	Medical_History_22	Medical_History_23	Medical_History_24	Medical_History_25	Medical_History_26	Medical_History_27	Medical_History_28	Medical_History_29	Medical_History_30	Medical_History_31	Medical_History_32	Medical_History_33	Medical_History_34	Medical_History_35	Medical_History_36	Medical_History_37	Medical_History_38	Medical_History_39	Medical_History_40	Medical_History_41	Medical_Keyword_10	Medical_Keyword_15	Medical_Keyword_22	Medical_Keyword_23	Medical_Keyword_37	Medical_Keyword_40	Medical_Keyword_42	Medical_Keyword_48	Response
59371	1.0	112	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	2	2	3	NaN	2	2	3	1	1	2	3	NaN	3	3	1	3	2	1	3	3	3	0	0	1	0	0	0	0	0	6
59372	4.0	112	2	1	1	1	2	2	2	NaN	3	2	1	3	NaN	1	3	1	1	2	1	2	1	NaN	1	3	3	1	1	2	3	NaN	3	3	1	2	2	1	3	3	3	1	1	0	0	0	0	1	1	2
59373	1.0	261	2	1	1	3	2	2	2	NaN	3	2	3	3	182.0	1	3	1	1	2	1	2	3	NaN	1	3	3	1	1	2	3	NaN	3	3	1	2	2	1	3	3	3	0	0	0	0	0	0	0	0	8
59374	68.0	491	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	1	3	NaN	2	2	3	1	3	2	3	NaN	3	3	1	3	2	1	3	3	1	0	0	0	0	0	0	0	0	7
59375	NaN	162	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	2	2	3	1	3	2	3	NaN	3	1	1	3	2	1	3	3	1	0	0	0	0	1	0	0	0	8
59376	0.0	261	2	1	1	3	2	2	2	NaN	3	2	3	3	32.0	1	3	1	1	2	1	2	3	NaN	1	3	3	1	3	2	3	NaN	3	3	1	2	2	1	3	3	3	0	0	0	0	0	0	0	0	4
59377	24.0	491	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	2	2	3	1	3	2	3	NaN	3	3	1	3	2	1	3	3	1	0	0	0	0	0	0	0	0	7
59378	NaN	162	2	2	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	NaN	2	2	3	1	3	2	3	NaN	3	1	1	3	2	1	3	3	1	0	0	0	0	1	0	0	0	8
59379	0.0	16	2	1	1	3	2	2	2	NaN	3	2	1	3	240.0	1	3	1	1	2	1	2	3	NaN	1	3	3	1	3	2	3	NaN	1	3	1	2	2	1	3	3	3	0	0	0	1	0	1	0	0	8
59380	NaN	162	3	1	1	3	2	2	2	NaN	3	2	3	3	NaN	1	3	1	1	2	1	2	3	8.0	1	3	3	1	3	2	3	NaN	3	3	1	2	2	1	3	3	1	0	0	0	0	0	0	0	0	7

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows